Data Analytics in Engineering

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1 to 10 of 43 Results

Supplemental data for "Spectral Normalization and Voigt–Reuss net: A universal approach to microstructure‐property forecasting with physical guarantees" Jun 30, 2025 Keshav, Sanath; Herb, Julius; Fritzen, Felix, 2025, "Supplemental data for "Spectral Normalization and Voigt–Reuss net: A universal approach to microstructure‐property forecasting with physical guarantees"", https://doi.org/10.18419/DARUS-5120, DaRUS, V1 This repository contains supplemental data for the article "Spectral Normalization and Voigt-Reuss net: A universal approach to microstructure‐property forecasting with physical guarantees", accepted for publication in GAMM-Mitteilungen by Sanath Keshav, Julius Herb, and Felix Fritzen [1]. The data contained in this DaRUS repository acts as an exte...
feature_engineering_thermal_2D.h5 Jun 30, 2025 - Supplemental data for "Spectral Normalization and Voigt–Reuss net: A universal approach to microstructure‐property forecasting with physical guarantees" Hierarchical Data Format - 60.2 MB - MD5: 4b2bf1962e82599c898a4455c6533ff9
feature_engineering_thermal_3D.h5 Jun 30, 2025 - Supplemental data for "Spectral Normalization and Voigt–Reuss net: A universal approach to microstructure‐property forecasting with physical guarantees" Hierarchical Data Format - 20.4 GB - MD5: a9477e95e5a60a4847e9d13f3af03832
README.md Jun 30, 2025 - Supplemental data for "Spectral Normalization and Voigt–Reuss net: A universal approach to microstructure‐property forecasting with physical guarantees" Markdown Text - 7.9 KB - MD5: f9e243a198c3eb1c74affa02ab2ee28e
Supplemental data for "Thermo-plastic Nonuniform Transformation Field Analysis for eigenstress analysis of materials undergoing laser melt injection" Apr 23, 2025 Fritzen, Felix; Herb, Julius; Sharba, Shadi, 2024, "Supplemental data for "Thermo-plastic Nonuniform Transformation Field Analysis for eigenstress analysis of materials undergoing laser melt injection"", https://doi.org/10.18419/DARUS-4509, DaRUS, V2 This repository contains supplemental data for the article "Thermo-Plastic Nonuniform Transformation Field Analysis for Eigenstress Analysis of Laser Dispersed Materials," submitted to Computer Methods in Applied Mechanics and Engineering (CMAME) by Felix Fritzen, Julius Herb, and Shadi Sharba. The data contained in this DaRUS repository act as an...
README.md Apr 23, 2025 - Supplemental data for "Thermo-plastic Nonuniform Transformation Field Analysis for eigenstress analysis of materials undergoing laser melt injection" Markdown Text - 5.1 KB - MD5: c2dc1edd8425fa5688041ac6923e3b42
NTFA293K_coarse_temp_293-800.h5 Oct 30, 2024 - Supplemental data for "Thermo-plastic Nonuniform Transformation Field Analysis for eigenstress analysis of materials undergoing laser melt injection" Hierarchical Data Format - 44.2 MB - MD5: dca2ea64252b4c0420a32b9e5ee27825
NTFA293K_fine_temp_293-800.h5 Oct 30, 2024 - Supplemental data for "Thermo-plastic Nonuniform Transformation Field Analysis for eigenstress analysis of materials undergoing laser melt injection" Hierarchical Data Format - 1.7 GB - MD5: e1b6dbbbb42c9bdccd95e34512c92381
ntfa_6loadings_10samples_N12.h5 Oct 30, 2024 - Supplemental data for "Thermo-plastic Nonuniform Transformation Field Analysis for eigenstress analysis of materials undergoing laser melt injection" Hierarchical Data Format - 4.5 MB - MD5: f3757b0954ac425015974b29f6111a8d
ntfa_6loadings_10samples_N18.h5 Oct 30, 2024 - Supplemental data for "Thermo-plastic Nonuniform Transformation Field Analysis for eigenstress analysis of materials undergoing laser melt injection" Hierarchical Data Format - 6.7 MB - MD5: 3fd49808f2aa5d19f86a92ef24b95764

Supplemental data for "Spectral Normalization and Voigt–Reuss net: A universal approach to microstructure‐property forecasting with physical guarantees"

Jun 30, 2025

Keshav, Sanath; Herb, Julius; Fritzen, Felix, 2025, "Supplemental data for "Spectral Normalization and Voigt–Reuss net: A universal approach to microstructure‐property forecasting with physical guarantees"", https://doi.org/10.18419/DARUS-5120, DaRUS, V1

This repository contains supplemental data for the article "Spectral Normalization and Voigt-Reuss net: A universal approach to microstructure‐property forecasting with physical guarantees", accepted for publication in GAMM-Mitteilungen by Sanath Keshav, Julius Herb, and Felix Fritzen [1]. The data contained in this DaRUS repository acts as an exte...

feature_engineering_thermal_2D.h5

Jun 30, 2025 - Supplemental data for "Spectral Normalization and Voigt–Reuss net: A universal approach to microstructure‐property forecasting with physical guarantees"

Hierarchical Data Format - 60.2 MB -

feature_engineering_thermal_3D.h5

Jun 30, 2025 - Supplemental data for "Spectral Normalization and Voigt–Reuss net: A universal approach to microstructure‐property forecasting with physical guarantees"

Hierarchical Data Format - 20.4 GB -

README.md

Jun 30, 2025 - Supplemental data for "Spectral Normalization and Voigt–Reuss net: A universal approach to microstructure‐property forecasting with physical guarantees"

Markdown Text - 7.9 KB -

Supplemental data for "Thermo-plastic Nonuniform Transformation Field Analysis for eigenstress analysis of materials undergoing laser melt injection"

Apr 23, 2025

Fritzen, Felix; Herb, Julius; Sharba, Shadi, 2024, "Supplemental data for "Thermo-plastic Nonuniform Transformation Field Analysis for eigenstress analysis of materials undergoing laser melt injection"", https://doi.org/10.18419/DARUS-4509, DaRUS, V2

This repository contains supplemental data for the article "Thermo-Plastic Nonuniform Transformation Field Analysis for Eigenstress Analysis of Laser Dispersed Materials," submitted to Computer Methods in Applied Mechanics and Engineering (CMAME) by Felix Fritzen, Julius Herb, and Shadi Sharba. The data contained in this DaRUS repository act as an...

README.md

Apr 23, 2025 - Supplemental data for "Thermo-plastic Nonuniform Transformation Field Analysis for eigenstress analysis of materials undergoing laser melt injection"

Markdown Text - 5.1 KB -

NTFA293K_coarse_temp_293-800.h5

Oct 30, 2024 - Supplemental data for "Thermo-plastic Nonuniform Transformation Field Analysis for eigenstress analysis of materials undergoing laser melt injection"

Hierarchical Data Format - 44.2 MB -

NTFA293K_fine_temp_293-800.h5

Oct 30, 2024 - Supplemental data for "Thermo-plastic Nonuniform Transformation Field Analysis for eigenstress analysis of materials undergoing laser melt injection"

Hierarchical Data Format - 1.7 GB -

ntfa_6loadings_10samples_N12.h5

Oct 30, 2024 - Supplemental data for "Thermo-plastic Nonuniform Transformation Field Analysis for eigenstress analysis of materials undergoing laser melt injection"

Hierarchical Data Format - 4.5 MB -